{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib import cm\n",
    "import  matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import mpl_toolkits.mplot3d\n",
    "import re\n",
    "##读取文件\n",
    "filename = \"res_data.txt\"\n",
    "f = open(filename)\n",
    "list = f.readlines()\n",
    "x = np.zeros((len(list)-1))\n",
    "y = np.zeros((len(list)-1))\n",
    "z = np.zeros((len(list)-1))"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "line = re.findall(r\"\\d+\\.?\\d*\",list[0])\n",
    "nx = int(line[0]) + 1\n",
    "ny = int(line[1]) + 1\n",
    "for i in range(len(list)-1):\n",
    "    line = list[i+1].split() \n",
    "    x[i] = float(line[0])\n",
    "    y[i] = float(line[1])\n",
    "    z[i] = float(line[2])"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "figure = plt.figure()\n",
    "ax=figure.gca(projection=\"3d\")\n",
    "x = x.reshape(nx,ny)\n",
    "y = y.reshape(nx,ny)\n",
    "z = z.reshape(nx,ny);\n",
    "ax.plot_surface(x,y,z,cmap=\"rainbow\")\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.7.10",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.7.10 64-bit ('base': conda)"
  },
  "interpreter": {
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